{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime\n",
    "from influxdb import InfluxDBClient\n",
    "import talib as  ta\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "from matplotlib import pyplot as plt\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def init_day_df(df):\n",
    "    df['time'] = pd.to_datetime(df['time'])\n",
    "    df['time'] = df.time.apply(lambda x: x.strftime(\"%Y%m%d\"))\n",
    "    df = df.set_index('time')\n",
    "    return df\n",
    "\n",
    "def init_min_df(df):\n",
    "    df['time'] = pd.to_datetime(df['time'])\n",
    "    df['int_time'] = df.time.apply(lambda x: x.strftime(\"%H%M\"))\n",
    "\n",
    "    df['time'] = df['int_time']\n",
    "    df = df.set_index('time')\n",
    "    return df\n",
    "\n",
    "def plot_curve(plot_dict):\n",
    "    \"\"\"\n",
    "    plot the net asset value curve\n",
    "    :param plot_dict: type--dict, {label name (str): time series data (pd.Series)}\n",
    "    :return: None\n",
    "    \"\"\"\n",
    "    import matplotlib.pyplot as plt\n",
    "    fig, ax = plt.subplots(figsize=(14, 8))\n",
    "    fig.patch.set_facecolor('white')\n",
    "    transparency_level = 1.\n",
    "    \n",
    "    for _ts_label, _ts_curve in plot_dict.items():\n",
    "        _ts_curve.plot(ax=ax, lw=1.5, label=_ts_label, alpha=transparency_level)\n",
    "    \n",
    "    ax.legend(loc='upper left', shadow=True)    \n",
    "\n",
    "    plt.show() \n",
    "\n",
    "    \n",
    "def get_df_smas(df, lenthlist):\n",
    "    df_temp = pd.DataFrame(df['close'])\n",
    "    for i in lenthlist:\n",
    "        df_temp['sma_'+ str(i)] = ta.SMA(df['close'], i)\n",
    "    \n",
    "    return df_temp\n",
    "\n",
    "def get_df_smas_withoutclose(df, lenthlist):\n",
    "    df_temp = pd.DataFrame(df['time'])\n",
    "    \n",
    "    for i in lenthlist:\n",
    "        df_temp['sma_'+ str(i)] = talib.SMA(df['close'], i)\n",
    "    \n",
    "    return df_temp\n",
    "\n",
    "# 2.布林线BBANDS\n",
    "# 参数说明：talib.BBANDS(close, timeperiod, matype)\n",
    "# close:收盘价；timeperiod:周期；matype:平均方法(bolling线的middle线 = MA，用于设定哪种类型的MA)\n",
    "# MA_Type: 0=SMA, 1=EMA, 2=WMA, 3=DEMA, 4=TEMA, 5=TRIMA, 6=KAMA, 7=MAMA, 8=T3 (Default=SMA)\n",
    "# upper, middle, lower = talib.BBANDS(close,5,matype = ta.MA_Type.EMA)\n",
    "\n",
    "def get_min_bbands(df):\n",
    "    df_bbands = pd.DataFrame(df['close'])\n",
    "    df_bbands['upper'], df_bbands['middle'], df_bbands['lower'] = ta.BBANDS(\n",
    "                df.close, \n",
    "                timeperiod=20,\n",
    "                # number of non-biased standard deviations from the mean\n",
    "                nbdevup= 2,\n",
    "                nbdevdn= 2,\n",
    "                # Moving average type: simple moving average here\n",
    "                matype=0)\n",
    "    df_bbands['signal_B'] = df_bbands['close'] <= df_bbands['lower']\n",
    "    df_bbands['signal_S'] = df_bbands['close'] >= df_bbands['upper']\n",
    "    return df_bbands\n",
    "\n",
    "def get_day_bbands(df):\n",
    "    df_bbands = pd.DataFrame(df['close'])\n",
    "    df_bbands['upper'], df_bbands['middle'], df_bbands['lower'] = ta.BBANDS(\n",
    "                df.close, \n",
    "                timeperiod=10,\n",
    "                # number of non-biased standard deviations from the mean\n",
    "                nbdevup= 2,\n",
    "                nbdevdn= 2,\n",
    "                # Moving average type: simple moving average here\n",
    "                matype=0)\n",
    "    df_bbands['signal_B'] = df_bbands['close'] <= df_bbands['lower']\n",
    "    df_bbands['signal_S'] = df_bbands['close'] >= df_bbands['upper']\n",
    "    return df_bbands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "current_time = datetime.datetime.now()\n",
    "current_time\n",
    "dbname = \"KlineIndex\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "sqlmin = \"select * from rp_month.KlineMin1 where symbol='HSI' and  time > '{}-{}-{} 09:00:00'\".format(\n",
    "        current_time.year,\n",
    "        str(current_time.month).rjust(2, '0'),\n",
    "        str(current_time.day).rjust(2, '0'))\n",
    "\n",
    "sqlday = \"select * from KlineDay where symbol='HSI' and  time > '2010-01-01 00:00:00'\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "client = InfluxDBClient('192.168.3.108',8086)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>preclose</th>\n",
       "      <th>symbol</th>\n",
       "      <th>value</th>\n",
       "      <th>vol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010-01-04T00:00:00Z</td>\n",
       "      <td>21823.28</td>\n",
       "      <td>22024.83</td>\n",
       "      <td>21689.22</td>\n",
       "      <td>21860.04</td>\n",
       "      <td>21872.50</td>\n",
       "      <td>HSI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48509170000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-01-05T00:00:00Z</td>\n",
       "      <td>22279.58</td>\n",
       "      <td>22297.04</td>\n",
       "      <td>21987.27</td>\n",
       "      <td>22092.15</td>\n",
       "      <td>21823.28</td>\n",
       "      <td>HSI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>82973500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-01-06T00:00:00Z</td>\n",
       "      <td>22416.67</td>\n",
       "      <td>22514.79</td>\n",
       "      <td>22277.13</td>\n",
       "      <td>22357.46</td>\n",
       "      <td>22279.58</td>\n",
       "      <td>HSI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>91328340000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010-01-07T00:00:00Z</td>\n",
       "      <td>22269.45</td>\n",
       "      <td>22548.03</td>\n",
       "      <td>22169.61</td>\n",
       "      <td>22548.03</td>\n",
       "      <td>22416.67</td>\n",
       "      <td>HSI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>79167640000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010-01-08T00:00:00Z</td>\n",
       "      <td>22296.75</td>\n",
       "      <td>22443.22</td>\n",
       "      <td>22206.16</td>\n",
       "      <td>22282.75</td>\n",
       "      <td>22269.45</td>\n",
       "      <td>HSI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71931720000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   time     close      high       low      open  preclose  \\\n",
       "0  2010-01-04T00:00:00Z  21823.28  22024.83  21689.22  21860.04  21872.50   \n",
       "1  2010-01-05T00:00:00Z  22279.58  22297.04  21987.27  22092.15  21823.28   \n",
       "2  2010-01-06T00:00:00Z  22416.67  22514.79  22277.13  22357.46  22279.58   \n",
       "3  2010-01-07T00:00:00Z  22269.45  22548.03  22169.61  22548.03  22416.67   \n",
       "4  2010-01-08T00:00:00Z  22296.75  22443.22  22206.16  22282.75  22269.45   \n",
       "\n",
       "  symbol  value          vol  \n",
       "0    HSI    0.0  48509170000  \n",
       "1    HSI    0.0  82973500000  \n",
       "2    HSI    0.0  91328340000  \n",
       "3    HSI    0.0  79167640000  \n",
       "4    HSI    0.0  71931720000  "
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_day = pd.DataFrame( client.query(sqlday, database=dbname).get_points())\n",
    "df_day.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_day  = init_day_df(df_hsi)\n",
    "\n",
    "df_day_brand = get_day_bbands(df_day)\n",
    "df_day_smas = get_df_smas(df_day, [5,10,20,30])\n",
    "#df_day_all = pd.merge(df_day_smas, df_day_brand, on='time')\n",
    "\n",
    "df_day_b = df_day_brand[df_day_brand['signal_B'] ==  True]\n",
    "df_day_s = df_day_brand[df_day_brand['signal_S'] ==  True]\n",
    "df_day_brand = df_day_brand.select_dtypes(float)\n",
    "plot_curve(df_day_brand)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_curve(df_day_smas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def analysis_day_df(df):\n",
    "    df_analysis = pd.DataFrame()\n",
    "    df['time'] = pd.to_datetime(df['time'])\n",
    "    df_analysis['date'] = df.time.apply(lambda x: x.strftime(\"%Y%m%d\"))\n",
    "    df_analysis['week'] = df.time.apply(lambda x: x.strftime(\"%w\"))\n",
    "    df_analysis['ret'] = df['close'] - df['preclose']\n",
    "    df_analysis['ret_rate'] = (df['close'] - df['preclose']) /  df['preclose']\n",
    "    df_analysis = df_analysis.set_index('date')\n",
    "    return df_analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>week</th>\n",
       "      <th>ret</th>\n",
       "      <th>ret_rate</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20200102</th>\n",
       "      <td>4</td>\n",
       "      <td>353.77</td>\n",
       "      <td>0.012550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20200103</th>\n",
       "      <td>5</td>\n",
       "      <td>-92.02</td>\n",
       "      <td>-0.003224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20200106</th>\n",
       "      <td>1</td>\n",
       "      <td>-225.31</td>\n",
       "      <td>-0.007919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20200107</th>\n",
       "      <td>2</td>\n",
       "      <td>95.87</td>\n",
       "      <td>0.003396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20200108</th>\n",
       "      <td>3</td>\n",
       "      <td>-234.14</td>\n",
       "      <td>-0.008267</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         week     ret  ret_rate\n",
       "date                           \n",
       "20200102    4  353.77  0.012550\n",
       "20200103    5  -92.02 -0.003224\n",
       "20200106    1 -225.31 -0.007919\n",
       "20200107    2   95.87  0.003396\n",
       "20200108    3 -234.14 -0.008267"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = analysis_day_df(df_hsi)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2612faad160>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df['ret_rate'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2021c6c3880>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df['ret'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    168.000000\n",
       "mean      -0.000311\n",
       "std        0.012873\n",
       "min       -0.042222\n",
       "25%       -0.007047\n",
       "50%        0.000144\n",
       "75%        0.008200\n",
       "max        0.033031\n",
       "Name: ret_rate, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['ret_rate'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_ret = pd.DataFrame(df['ret'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_curve(df_ret)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>preclose</th>\n",
       "      <th>symbol</th>\n",
       "      <th>value</th>\n",
       "      <th>vol</th>\n",
       "      <th>week</th>\n",
       "      <th>ret</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20210104</th>\n",
       "      <td>2021-01-04 00:00:00+00:00</td>\n",
       "      <td>27472.81</td>\n",
       "      <td>27502.83</td>\n",
       "      <td>27079.24</td>\n",
       "      <td>27087.13</td>\n",
       "      <td>27231.13</td>\n",
       "      <td>HSI</td>\n",
       "      <td>1.826409e+11</td>\n",
       "      <td>18483724163</td>\n",
       "      <td>1</td>\n",
       "      <td>385.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20210111</th>\n",
       "      <td>2021-01-11 00:00:00+00:00</td>\n",
       "      <td>27908.22</td>\n",
       "      <td>28176.65</td>\n",
       "      <td>27794.81</td>\n",
       "      <td>28003.98</td>\n",
       "      <td>27878.22</td>\n",
       "      <td>HSI</td>\n",
       "      <td>2.541468e+11</td>\n",
       "      <td>23684851585</td>\n",
       "      <td>1</td>\n",
       "      <td>-95.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20210118</th>\n",
       "      <td>2021-01-18 00:00:00+00:00</td>\n",
       "      <td>28862.77</td>\n",
       "      <td>28864.25</td>\n",
       "      <td>28390.29</td>\n",
       "      <td>28454.59</td>\n",
       "      <td>28573.86</td>\n",
       "      <td>HSI</td>\n",
       "      <td>2.243974e+11</td>\n",
       "      <td>21937671958</td>\n",
       "      <td>1</td>\n",
       "      <td>408.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20210125</th>\n",
       "      <td>2021-01-25 00:00:00+00:00</td>\n",
       "      <td>30159.01</td>\n",
       "      <td>30191.16</td>\n",
       "      <td>29673.26</td>\n",
       "      <td>29677.30</td>\n",
       "      <td>29447.85</td>\n",
       "      <td>HSI</td>\n",
       "      <td>2.869093e+11</td>\n",
       "      <td>25934911400</td>\n",
       "      <td>1</td>\n",
       "      <td>481.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20210201</th>\n",
       "      <td>2021-02-01 00:00:00+00:00</td>\n",
       "      <td>28892.86</td>\n",
       "      <td>28982.77</td>\n",
       "      <td>28382.26</td>\n",
       "      <td>28457.85</td>\n",
       "      <td>28283.71</td>\n",
       "      <td>HSI</td>\n",
       "      <td>2.012190e+11</td>\n",
       "      <td>16810430752</td>\n",
       "      <td>1</td>\n",
       "      <td>435.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              time     close      high       low      open  \\\n",
       "date                                                                         \n",
       "20210104 2021-01-04 00:00:00+00:00  27472.81  27502.83  27079.24  27087.13   \n",
       "20210111 2021-01-11 00:00:00+00:00  27908.22  28176.65  27794.81  28003.98   \n",
       "20210118 2021-01-18 00:00:00+00:00  28862.77  28864.25  28390.29  28454.59   \n",
       "20210125 2021-01-25 00:00:00+00:00  30159.01  30191.16  29673.26  29677.30   \n",
       "20210201 2021-02-01 00:00:00+00:00  28892.86  28982.77  28382.26  28457.85   \n",
       "\n",
       "          preclose symbol         value          vol week     ret  \n",
       "date                                                               \n",
       "20210104  27231.13    HSI  1.826409e+11  18483724163    1  385.68  \n",
       "20210111  27878.22    HSI  2.541468e+11  23684851585    1  -95.76  \n",
       "20210118  28573.86    HSI  2.243974e+11  21937671958    1  408.18  \n",
       "20210125  29447.85    HSI  2.869093e+11  25934911400    1  481.71  \n",
       "20210201  28283.71    HSI  2.012190e+11  16810430752    1  435.01  "
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_week1 = df[df['week'] == \"1\"]\n",
    "df_week1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 118 entries, 20210104 to 20210907\n",
      "Data columns (total 11 columns):\n",
      " #   Column    Non-Null Count  Dtype              \n",
      "---  ------    --------------  -----              \n",
      " 0   time      118 non-null    datetime64[ns, UTC]\n",
      " 1   close     118 non-null    float64            \n",
      " 2   high      118 non-null    float64            \n",
      " 3   low       118 non-null    float64            \n",
      " 4   open      118 non-null    float64            \n",
      " 5   preclose  118 non-null    float64            \n",
      " 6   symbol    118 non-null    object             \n",
      " 7   value     118 non-null    float64            \n",
      " 8   vol       118 non-null    int64              \n",
      " 9   week      118 non-null    object             \n",
      " 10  ret       118 non-null    float64            \n",
      "dtypes: datetime64[ns, UTC](1), float64(7), int64(1), object(2)\n",
      "memory usage: 11.1+ KB\n"
     ]
    }
   ],
   "source": [
    "df_ret_100 = df[abs(df['ret']) > 100]\n",
    "df_ret_100.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfbig = df[df.ret>0]\n",
    "dfsmall = df[df.ret<0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "df5big = dfbig[dfbig.week == \"1\"]\n",
    "df5small = dfsmall[dfsmall.week==\"1\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "42 40\n"
     ]
    }
   ],
   "source": [
    "print(len(df5big),len(df5small))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_head = df_day.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    " ta.ATR?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0             NaN\n",
       "1             NaN\n",
       "2             NaN\n",
       "3             NaN\n",
       "4             NaN\n",
       "          ...    \n",
       "426    527.394816\n",
       "427    528.067575\n",
       "428    520.543197\n",
       "429    518.050037\n",
       "430    524.571035\n",
       "Length: 431, dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "atr = ta.ATR(df_hsi.high, df_hsi.low, df_hsi.close, 20)\n",
    "atr\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>preclose</th>\n",
       "      <th>symbol</th>\n",
       "      <th>value</th>\n",
       "      <th>vol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-01-02T00:00:00Z</td>\n",
       "      <td>28543.52</td>\n",
       "      <td>28542.66</td>\n",
       "      <td>28245.97</td>\n",
       "      <td>28249.37</td>\n",
       "      <td>28189.75</td>\n",
       "      <td>HSI</td>\n",
       "      <td>9.087495e+10</td>\n",
       "      <td>90874945129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-01-03T00:00:00Z</td>\n",
       "      <td>28451.50</td>\n",
       "      <td>28883.30</td>\n",
       "      <td>28428.17</td>\n",
       "      <td>28828.36</td>\n",
       "      <td>28543.52</td>\n",
       "      <td>HSI</td>\n",
       "      <td>9.788683e+10</td>\n",
       "      <td>97886830894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-01-06T00:00:00Z</td>\n",
       "      <td>28226.19</td>\n",
       "      <td>28367.87</td>\n",
       "      <td>28054.29</td>\n",
       "      <td>28326.50</td>\n",
       "      <td>28451.50</td>\n",
       "      <td>HSI</td>\n",
       "      <td>9.160570e+10</td>\n",
       "      <td>91605700189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-01-07T00:00:00Z</td>\n",
       "      <td>28322.06</td>\n",
       "      <td>28473.08</td>\n",
       "      <td>28264.07</td>\n",
       "      <td>28352.68</td>\n",
       "      <td>28226.19</td>\n",
       "      <td>HSI</td>\n",
       "      <td>8.641908e+10</td>\n",
       "      <td>86419084623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-01-08T00:00:00Z</td>\n",
       "      <td>28087.92</td>\n",
       "      <td>28198.61</td>\n",
       "      <td>27857.73</td>\n",
       "      <td>27999.58</td>\n",
       "      <td>28322.06</td>\n",
       "      <td>HSI</td>\n",
       "      <td>9.655395e+10</td>\n",
       "      <td>96553949792</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   time     close      high       low      open  preclose  \\\n",
       "0  2020-01-02T00:00:00Z  28543.52  28542.66  28245.97  28249.37  28189.75   \n",
       "1  2020-01-03T00:00:00Z  28451.50  28883.30  28428.17  28828.36  28543.52   \n",
       "2  2020-01-06T00:00:00Z  28226.19  28367.87  28054.29  28326.50  28451.50   \n",
       "3  2020-01-07T00:00:00Z  28322.06  28473.08  28264.07  28352.68  28226.19   \n",
       "4  2020-01-08T00:00:00Z  28087.92  28198.61  27857.73  27999.58  28322.06   \n",
       "\n",
       "  symbol         value          vol  \n",
       "0    HSI  9.087495e+10  90874945129  \n",
       "1    HSI  9.788683e+10  97886830894  \n",
       "2    HSI  9.160570e+10  91605700189  \n",
       "3    HSI  8.641908e+10  86419084623  \n",
       "4    HSI  9.655395e+10  96553949792  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_hsi.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "usecols = ['time', 'close']\n",
    "\n",
    "df = df_hsi[usecols].copy()\n",
    "df.time = pd.to_datetime(df.time)\n",
    "df.set_index('time')\n",
    "df['close'] = df['close'].apply(pd.to_numeric, errors='ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.close.interpolate(inplace=True)\n",
    "result = sm.tsa.seasonal_decompose(df.close, freq=512)\n",
    "result.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>close</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2889</th>\n",
       "      <td>2021-09-24 00:00:00+00:00</td>\n",
       "      <td>24192.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2890</th>\n",
       "      <td>2021-09-27 00:00:00+00:00</td>\n",
       "      <td>24208.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2891</th>\n",
       "      <td>2021-09-28 00:00:00+00:00</td>\n",
       "      <td>24500.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2892</th>\n",
       "      <td>2021-09-29 00:00:00+00:00</td>\n",
       "      <td>24663.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2893</th>\n",
       "      <td>2021-09-30 00:00:00+00:00</td>\n",
       "      <td>24578.40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          time     close\n",
       "2889 2021-09-24 00:00:00+00:00  24192.16\n",
       "2890 2021-09-27 00:00:00+00:00  24208.78\n",
       "2891 2021-09-28 00:00:00+00:00  24500.39\n",
       "2892 2021-09-29 00:00:00+00:00  24663.50\n",
       "2893 2021-09-30 00:00:00+00:00  24578.40"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "分钟"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "sqlmin = \"select * from rp_month.KlineMin1 where symbol='HSI' and  time > '2021-10-27 09:00:00' and   time < '2021-10-27 17:00:00'\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_min = pd.DataFrame(client.query(sqlmin, database=dbname).get_points())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>preclose</th>\n",
       "      <th>symbol</th>\n",
       "      <th>value</th>\n",
       "      <th>vol</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-10-27 09:31:00+00:00</th>\n",
       "      <td>2021-10-27T09:31:00Z</td>\n",
       "      <td>25703.84</td>\n",
       "      <td>25795.17</td>\n",
       "      <td>25701.60</td>\n",
       "      <td>25795.17</td>\n",
       "      <td>25795.17</td>\n",
       "      <td>HSI</td>\n",
       "      <td>5.688854e+09</td>\n",
       "      <td>487876054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-27 09:32:00+00:00</th>\n",
       "      <td>2021-10-27T09:32:00Z</td>\n",
       "      <td>25712.44</td>\n",
       "      <td>25717.96</td>\n",
       "      <td>25694.07</td>\n",
       "      <td>25698.89</td>\n",
       "      <td>25703.84</td>\n",
       "      <td>HSI</td>\n",
       "      <td>1.297658e+09</td>\n",
       "      <td>77883699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-27 09:33:00+00:00</th>\n",
       "      <td>2021-10-27T09:33:00Z</td>\n",
       "      <td>25695.10</td>\n",
       "      <td>25713.92</td>\n",
       "      <td>25686.47</td>\n",
       "      <td>25713.92</td>\n",
       "      <td>25712.44</td>\n",
       "      <td>HSI</td>\n",
       "      <td>9.991576e+08</td>\n",
       "      <td>69729036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-27 09:34:00+00:00</th>\n",
       "      <td>2021-10-27T09:34:00Z</td>\n",
       "      <td>25693.32</td>\n",
       "      <td>25700.26</td>\n",
       "      <td>25676.38</td>\n",
       "      <td>25691.71</td>\n",
       "      <td>25695.10</td>\n",
       "      <td>HSI</td>\n",
       "      <td>1.059757e+09</td>\n",
       "      <td>69140974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-10-27 09:35:00+00:00</th>\n",
       "      <td>2021-10-27T09:35:00Z</td>\n",
       "      <td>25698.91</td>\n",
       "      <td>25700.39</td>\n",
       "      <td>25679.45</td>\n",
       "      <td>25697.96</td>\n",
       "      <td>25693.32</td>\n",
       "      <td>HSI</td>\n",
       "      <td>1.093161e+09</td>\n",
       "      <td>49372708</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           time     close      high       low  \\\n",
       "time                                                                            \n",
       "2021-10-27 09:31:00+00:00  2021-10-27T09:31:00Z  25703.84  25795.17  25701.60   \n",
       "2021-10-27 09:32:00+00:00  2021-10-27T09:32:00Z  25712.44  25717.96  25694.07   \n",
       "2021-10-27 09:33:00+00:00  2021-10-27T09:33:00Z  25695.10  25713.92  25686.47   \n",
       "2021-10-27 09:34:00+00:00  2021-10-27T09:34:00Z  25693.32  25700.26  25676.38   \n",
       "2021-10-27 09:35:00+00:00  2021-10-27T09:35:00Z  25698.91  25700.39  25679.45   \n",
       "\n",
       "                               open  preclose symbol         value        vol  \n",
       "time                                                                           \n",
       "2021-10-27 09:31:00+00:00  25795.17  25795.17    HSI  5.688854e+09  487876054  \n",
       "2021-10-27 09:32:00+00:00  25698.89  25703.84    HSI  1.297658e+09   77883699  \n",
       "2021-10-27 09:33:00+00:00  25713.92  25712.44    HSI  9.991576e+08   69729036  \n",
       "2021-10-27 09:34:00+00:00  25691.71  25695.10    HSI  1.059757e+09   69140974  \n",
       "2021-10-27 09:35:00+00:00  25697.96  25693.32    HSI  1.093161e+09   49372708  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_hsi.index = pd.to_datetime(df_hsi.time)\n",
    "searchsorted_hsi.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "time\n",
       "2021-10-27 09:31:00+00:00    25703.84\n",
       "2021-10-27 09:32:00+00:00    25712.44\n",
       "2021-10-27 09:33:00+00:00    25695.10\n",
       "2021-10-27 09:34:00+00:00    25693.32\n",
       "2021-10-27 09:35:00+00:00    25698.91\n",
       "                               ...   \n",
       "2021-10-27 15:56:00+00:00    25615.23\n",
       "2021-10-27 15:57:00+00:00    25615.85\n",
       "2021-10-27 15:58:00+00:00    25623.97\n",
       "2021-10-27 15:59:00+00:00    25621.02\n",
       "2021-10-27 16:00:00+00:00    25628.74\n",
       "Name: close, Length: 330, dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "close = df_hsi.close\n",
    "close"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e29e66cb50>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "close.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 330 artists>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(close, height=len(close))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method Series.keys of time\n",
       "2021-10-27 09:31:00+00:00    25703.84\n",
       "2021-10-27 09:32:00+00:00    25712.44\n",
       "2021-10-27 09:33:00+00:00    25695.10\n",
       "2021-10-27 09:34:00+00:00    25693.32\n",
       "2021-10-27 09:35:00+00:00    25698.91\n",
       "                               ...   \n",
       "2021-10-27 15:56:00+00:00    25615.23\n",
       "2021-10-27 15:57:00+00:00    25615.85\n",
       "2021-10-27 15:58:00+00:00    25623.97\n",
       "2021-10-27 15:59:00+00:00    25621.02\n",
       "2021-10-27 16:00:00+00:00    25628.74\n",
       "Name: close, Length: 330, dtype: float64>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "array = close.keys\n",
    "array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      330.000000\n",
       "mean     25620.435576\n",
       "std         31.173585\n",
       "min      25561.610000\n",
       "25%      25601.007500\n",
       "50%      25617.240000\n",
       "75%      25636.667500\n",
       "max      25763.390000\n",
       "Name: close, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "close.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e29d2549a0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(close)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25611.91    2\n",
       "25607.38    2\n",
       "25617.55    2\n",
       "25610.86    1\n",
       "25617.44    1\n",
       "           ..\n",
       "25622.15    1\n",
       "25644.76    1\n",
       "25647.44    1\n",
       "25561.61    1\n",
       "25610.89    1\n",
       "Name: close, Length: 327, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# close.unique()\n",
    "close.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e29e8c8df0>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(close)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "time\n",
       "2021-10-27 09:31:00+00:00      NaN\n",
       "2021-10-27 09:32:00+00:00     8.60\n",
       "2021-10-27 09:33:00+00:00   -17.34\n",
       "2021-10-27 09:34:00+00:00    -1.78\n",
       "2021-10-27 09:35:00+00:00     5.59\n",
       "Name: close, dtype: float64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dif = close.diff()\n",
    "dif.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e29ebc1e50>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dif.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "time\n",
       "2021-10-27 09:31:00+00:00         NaN\n",
       "2021-10-27 09:32:00+00:00    0.033447\n",
       "2021-10-27 09:33:00+00:00   -0.067484\n",
       "2021-10-27 09:34:00+00:00   -0.006928\n",
       "2021-10-27 09:35:00+00:00    0.021752\n",
       "Name: close, dtype: float64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfret = (close - close.shift(1)) / close * 100\n",
    "dfret.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e29cd379a0>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfret.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e2a02cc9d0>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(dfret)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e2a02a4f10>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(close)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "time\n",
       "2021-10-27 09:31:00+00:00    10.154396\n",
       "2021-10-27 09:32:00+00:00    10.154730\n",
       "2021-10-27 09:33:00+00:00    10.154056\n",
       "2021-10-27 09:34:00+00:00    10.153986\n",
       "2021-10-27 09:35:00+00:00    10.154204\n",
       "                               ...    \n",
       "2021-10-27 15:56:00+00:00    10.150942\n",
       "2021-10-27 15:57:00+00:00    10.150967\n",
       "2021-10-27 15:58:00+00:00    10.151284\n",
       "2021-10-27 15:59:00+00:00    10.151168\n",
       "2021-10-27 16:00:00+00:00    10.151470\n",
       "Name: close, Length: 330, dtype: float64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "logclose = np.log(close)\n",
    "logclose"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1e29ffcba60>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(logclose)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>preclose</th>\n",
       "      <th>symbol</th>\n",
       "      <th>value</th>\n",
       "      <th>vol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-10-27T09:31:00Z</td>\n",
       "      <td>25703.84</td>\n",
       "      <td>25795.17</td>\n",
       "      <td>25701.60</td>\n",
       "      <td>25795.17</td>\n",
       "      <td>25795.17</td>\n",
       "      <td>HSI</td>\n",
       "      <td>5.688854e+09</td>\n",
       "      <td>487876054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-10-27T09:32:00Z</td>\n",
       "      <td>25712.44</td>\n",
       "      <td>25717.96</td>\n",
       "      <td>25694.07</td>\n",
       "      <td>25698.89</td>\n",
       "      <td>25703.84</td>\n",
       "      <td>HSI</td>\n",
       "      <td>1.297658e+09</td>\n",
       "      <td>77883699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-10-27T09:33:00Z</td>\n",
       "      <td>25695.10</td>\n",
       "      <td>25713.92</td>\n",
       "      <td>25686.47</td>\n",
       "      <td>25713.92</td>\n",
       "      <td>25712.44</td>\n",
       "      <td>HSI</td>\n",
       "      <td>9.991576e+08</td>\n",
       "      <td>69729036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-10-27T09:34:00Z</td>\n",
       "      <td>25693.32</td>\n",
       "      <td>25700.26</td>\n",
       "      <td>25676.38</td>\n",
       "      <td>25691.71</td>\n",
       "      <td>25695.10</td>\n",
       "      <td>HSI</td>\n",
       "      <td>1.059757e+09</td>\n",
       "      <td>69140974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-10-27T09:35:00Z</td>\n",
       "      <td>25698.91</td>\n",
       "      <td>25700.39</td>\n",
       "      <td>25679.45</td>\n",
       "      <td>25697.96</td>\n",
       "      <td>25693.32</td>\n",
       "      <td>HSI</td>\n",
       "      <td>1.093161e+09</td>\n",
       "      <td>49372708</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   time     close      high       low      open  preclose  \\\n",
       "0  2021-10-27T09:31:00Z  25703.84  25795.17  25701.60  25795.17  25795.17   \n",
       "1  2021-10-27T09:32:00Z  25712.44  25717.96  25694.07  25698.89  25703.84   \n",
       "2  2021-10-27T09:33:00Z  25695.10  25713.92  25686.47  25713.92  25712.44   \n",
       "3  2021-10-27T09:34:00Z  25693.32  25700.26  25676.38  25691.71  25695.10   \n",
       "4  2021-10-27T09:35:00Z  25698.91  25700.39  25679.45  25697.96  25693.32   \n",
       "\n",
       "  symbol         value        vol  \n",
       "0    HSI  5.688854e+09  487876054  \n",
       "1    HSI  1.297658e+09   77883699  \n",
       "2    HSI  9.991576e+08   69729036  \n",
       "3    HSI  1.059757e+09   69140974  \n",
       "4    HSI  1.093161e+09   49372708  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_min.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "def stats_ls(df):\n",
    "    df_temp = df[['high','low','open', 'close']]\n",
    "    df_temp['long'] = df_temp['close'] - df_temp['low']\n",
    "    df_temp['short'] =  df_temp['high'] - df_temp['close']\n",
    "    df_temp['spread'] = df_temp['high'] - df_temp['low']\n",
    "    \n",
    "    df_temp['l_rate'] = df_temp['long']/(df_temp['long'] + df_temp['short'] )\n",
    "    df_temp['s_rate'] =  df_temp['short']/(df_temp['long'] + df_temp['short'] )\n",
    "    df_temp['lsrate'] =  df_temp['long'] /  df_temp['short'] \n",
    "    return df_temp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>long</th>\n",
       "      <th>short</th>\n",
       "      <th>spread</th>\n",
       "      <th>l_rate</th>\n",
       "      <th>s_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-10-27T09:31:00Z</td>\n",
       "      <td>25795.17</td>\n",
       "      <td>25701.60</td>\n",
       "      <td>25795.17</td>\n",
       "      <td>25703.84</td>\n",
       "      <td>2.24</td>\n",
       "      <td>91.33</td>\n",
       "      <td>93.57</td>\n",
       "      <td>0.023939</td>\n",
       "      <td>0.976061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-10-27T09:32:00Z</td>\n",
       "      <td>25717.96</td>\n",
       "      <td>25694.07</td>\n",
       "      <td>25698.89</td>\n",
       "      <td>25712.44</td>\n",
       "      <td>18.37</td>\n",
       "      <td>5.52</td>\n",
       "      <td>23.89</td>\n",
       "      <td>0.768941</td>\n",
       "      <td>0.231059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-10-27T09:33:00Z</td>\n",
       "      <td>25713.92</td>\n",
       "      <td>25686.47</td>\n",
       "      <td>25713.92</td>\n",
       "      <td>25695.10</td>\n",
       "      <td>8.63</td>\n",
       "      <td>18.82</td>\n",
       "      <td>27.45</td>\n",
       "      <td>0.314390</td>\n",
       "      <td>0.685610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-10-27T09:34:00Z</td>\n",
       "      <td>25700.26</td>\n",
       "      <td>25676.38</td>\n",
       "      <td>25691.71</td>\n",
       "      <td>25693.32</td>\n",
       "      <td>16.94</td>\n",
       "      <td>6.94</td>\n",
       "      <td>23.88</td>\n",
       "      <td>0.709380</td>\n",
       "      <td>0.290620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-10-27T09:35:00Z</td>\n",
       "      <td>25700.39</td>\n",
       "      <td>25679.45</td>\n",
       "      <td>25697.96</td>\n",
       "      <td>25698.91</td>\n",
       "      <td>19.46</td>\n",
       "      <td>1.48</td>\n",
       "      <td>20.94</td>\n",
       "      <td>0.929322</td>\n",
       "      <td>0.070678</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   time      high       low      open     close   long  short  \\\n",
       "0  2021-10-27T09:31:00Z  25795.17  25701.60  25795.17  25703.84   2.24  91.33   \n",
       "1  2021-10-27T09:32:00Z  25717.96  25694.07  25698.89  25712.44  18.37   5.52   \n",
       "2  2021-10-27T09:33:00Z  25713.92  25686.47  25713.92  25695.10   8.63  18.82   \n",
       "3  2021-10-27T09:34:00Z  25700.26  25676.38  25691.71  25693.32  16.94   6.94   \n",
       "4  2021-10-27T09:35:00Z  25700.39  25679.45  25697.96  25698.91  19.46   1.48   \n",
       "\n",
       "   spread    l_rate    s_rate  \n",
       "0   93.57  0.023939  0.976061  \n",
       "1   23.89  0.768941  0.231059  \n",
       "2   27.45  0.314390  0.685610  \n",
       "3   23.88  0.709380  0.290620  \n",
       "4   20.94  0.929322  0.070678  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_stats = stats_ls(df_min)\n",
    "df_stats.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot(df_stats):\n",
    "    plt.figure(figsize=(16,8))\n",
    "    ax1 = plt.subplot(211)\n",
    "    df_stats.close.plot()\n",
    "    df_stats.high.plot()\n",
    "    df_stats.low.plot()\n",
    "    #df_stats[['close','high','low']].plot()\n",
    "\n",
    "    ax2 = plt.subplot(212)\n",
    "\n",
    "    # df_stats.l_rate.plot(label='l', linestyle='-.', color='r')\n",
    "    # df_stats.s_rate.plot(label='s')\n",
    "    df_stats.lsrate.plot(label='s')\n",
    "    \n",
    "    for ax in ax1, ax2:\n",
    "    \n",
    "        ax.grid(True)\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2020 = df_day['2020-01-01':'2020-09-01']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>preclose</th>\n",
       "      <th>symbol</th>\n",
       "      <th>value</th>\n",
       "      <th>vol</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-04 00:00:00+00:00</th>\n",
       "      <td>21823.28</td>\n",
       "      <td>22024.83</td>\n",
       "      <td>21689.22</td>\n",
       "      <td>21860.04</td>\n",
       "      <td>21872.50</td>\n",
       "      <td>HSI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48509170000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05 00:00:00+00:00</th>\n",
       "      <td>22279.58</td>\n",
       "      <td>22297.04</td>\n",
       "      <td>21987.27</td>\n",
       "      <td>22092.15</td>\n",
       "      <td>21823.28</td>\n",
       "      <td>HSI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>82973500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06 00:00:00+00:00</th>\n",
       "      <td>22416.67</td>\n",
       "      <td>22514.79</td>\n",
       "      <td>22277.13</td>\n",
       "      <td>22357.46</td>\n",
       "      <td>22279.58</td>\n",
       "      <td>HSI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>91328340000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07 00:00:00+00:00</th>\n",
       "      <td>22269.45</td>\n",
       "      <td>22548.03</td>\n",
       "      <td>22169.61</td>\n",
       "      <td>22548.03</td>\n",
       "      <td>22416.67</td>\n",
       "      <td>HSI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>79167640000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-08 00:00:00+00:00</th>\n",
       "      <td>22296.75</td>\n",
       "      <td>22443.22</td>\n",
       "      <td>22206.16</td>\n",
       "      <td>22282.75</td>\n",
       "      <td>22269.45</td>\n",
       "      <td>HSI</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71931720000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              close      high       low      open  preclose  \\\n",
       "time                                                                          \n",
       "2010-01-04 00:00:00+00:00  21823.28  22024.83  21689.22  21860.04  21872.50   \n",
       "2010-01-05 00:00:00+00:00  22279.58  22297.04  21987.27  22092.15  21823.28   \n",
       "2010-01-06 00:00:00+00:00  22416.67  22514.79  22277.13  22357.46  22279.58   \n",
       "2010-01-07 00:00:00+00:00  22269.45  22548.03  22169.61  22548.03  22416.67   \n",
       "2010-01-08 00:00:00+00:00  22296.75  22443.22  22206.16  22282.75  22269.45   \n",
       "\n",
       "                          symbol  value          vol  \n",
       "time                                                  \n",
       "2010-01-04 00:00:00+00:00    HSI    0.0  48509170000  \n",
       "2010-01-05 00:00:00+00:00    HSI    0.0  82973500000  \n",
       "2010-01-06 00:00:00+00:00    HSI    0.0  91328340000  \n",
       "2010-01-07 00:00:00+00:00    HSI    0.0  79167640000  \n",
       "2010-01-08 00:00:00+00:00    HSI    0.0  71931720000  "
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#df_day.set_index('time', inplace=True)\n",
    "df_day.index = pd.to_datetime(df_day.index)\n",
    "df_day.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>long</th>\n",
       "      <th>short</th>\n",
       "      <th>spread</th>\n",
       "      <th>l_rate</th>\n",
       "      <th>s_rate</th>\n",
       "      <th>lsrate</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-02 00:00:00+00:00</th>\n",
       "      <td>28542.66</td>\n",
       "      <td>28245.97</td>\n",
       "      <td>28249.37</td>\n",
       "      <td>28543.52</td>\n",
       "      <td>297.55</td>\n",
       "      <td>-0.86</td>\n",
       "      <td>296.69</td>\n",
       "      <td>1.002899</td>\n",
       "      <td>-0.002899</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-03 00:00:00+00:00</th>\n",
       "      <td>28883.30</td>\n",
       "      <td>28428.17</td>\n",
       "      <td>28828.36</td>\n",
       "      <td>28451.50</td>\n",
       "      <td>23.33</td>\n",
       "      <td>431.80</td>\n",
       "      <td>455.13</td>\n",
       "      <td>0.051260</td>\n",
       "      <td>0.948740</td>\n",
       "      <td>0.054030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-06 00:00:00+00:00</th>\n",
       "      <td>28367.87</td>\n",
       "      <td>28054.29</td>\n",
       "      <td>28326.50</td>\n",
       "      <td>28226.19</td>\n",
       "      <td>171.90</td>\n",
       "      <td>141.68</td>\n",
       "      <td>313.58</td>\n",
       "      <td>0.548185</td>\n",
       "      <td>0.451815</td>\n",
       "      <td>1.213298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-07 00:00:00+00:00</th>\n",
       "      <td>28473.08</td>\n",
       "      <td>28264.07</td>\n",
       "      <td>28352.68</td>\n",
       "      <td>28322.06</td>\n",
       "      <td>57.99</td>\n",
       "      <td>151.02</td>\n",
       "      <td>209.01</td>\n",
       "      <td>0.277451</td>\n",
       "      <td>0.722549</td>\n",
       "      <td>0.383989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-08 00:00:00+00:00</th>\n",
       "      <td>28198.61</td>\n",
       "      <td>27857.73</td>\n",
       "      <td>27999.58</td>\n",
       "      <td>28087.92</td>\n",
       "      <td>230.19</td>\n",
       "      <td>110.69</td>\n",
       "      <td>340.88</td>\n",
       "      <td>0.675282</td>\n",
       "      <td>0.324718</td>\n",
       "      <td>2.079592</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               high       low      open     close    long  \\\n",
       "time                                                                        \n",
       "2020-01-02 00:00:00+00:00  28542.66  28245.97  28249.37  28543.52  297.55   \n",
       "2020-01-03 00:00:00+00:00  28883.30  28428.17  28828.36  28451.50   23.33   \n",
       "2020-01-06 00:00:00+00:00  28367.87  28054.29  28326.50  28226.19  171.90   \n",
       "2020-01-07 00:00:00+00:00  28473.08  28264.07  28352.68  28322.06   57.99   \n",
       "2020-01-08 00:00:00+00:00  28198.61  27857.73  27999.58  28087.92  230.19   \n",
       "\n",
       "                            short  spread    l_rate    s_rate    lsrate  \n",
       "time                                                                     \n",
       "2020-01-02 00:00:00+00:00   -0.86  296.69  1.002899 -0.002899  0.000000  \n",
       "2020-01-03 00:00:00+00:00  431.80  455.13  0.051260  0.948740  0.054030  \n",
       "2020-01-06 00:00:00+00:00  141.68  313.58  0.548185  0.451815  1.213298  \n",
       "2020-01-07 00:00:00+00:00  151.02  209.01  0.277451  0.722549  0.383989  \n",
       "2020-01-08 00:00:00+00:00  110.69  340.88  0.675282  0.324718  2.079592  "
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df_stats = stats_ls(df2020)\n",
    "df_stats['lsrate'][0] = 0\n",
    "df_stats.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    166.000000\n",
       "mean            inf\n",
       "std             NaN\n",
       "min      -55.599676\n",
       "25%        0.328487\n",
       "50%        0.934906\n",
       "75%        3.106465\n",
       "max             inf\n",
       "Name: lsrate, dtype: float64"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_stats.lsrate.describe()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(df_stats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df_stats['2020-09-01':'2020-10-10']\n",
    "\n",
    "# df_stats[['2020-09-05']]\n",
    "#df_stats.index.apply(lambda: x.replace('00:00:00+00:00',''))\n",
    "df1 = df_stats['2020-02-01':'2020-04-30']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(df1)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
